Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 48761 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 8.6 MiB |
| Average record size in memory | 185.0 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 7 |
ID has a high cardinality: 1795 distinct values | High cardinality |
Name has a high cardinality: 288 distinct values | High cardinality |
Latitude has a high cardinality: 597 distinct values | High cardinality |
Longitude has a high cardinality: 1032 distinct values | High cardinality |
df_index is highly correlated with Date | High correlation |
Date is highly correlated with df_index | High correlation |
Minimum Pressure is highly correlated with df_index and 1 other fields | High correlation |
Low Wind NE is highly correlated with Status and 3 other fields | High correlation |
Low Wind SE is highly correlated with Low Wind SW and 3 other fields | High correlation |
Low Wind SW is highly correlated with Low Wind SE and 1 other fields | High correlation |
Low Wind NW is highly correlated with Status and 4 other fields | High correlation |
Moderate Wind NE is highly correlated with Status and 6 other fields | High correlation |
Moderate Wind SE is highly correlated with Status and 6 other fields | High correlation |
Moderate Wind SW is highly correlated with Moderate Wind NE and 3 other fields | High correlation |
Moderate Wind NW is highly correlated with Moderate Wind NE and 3 other fields | High correlation |
High Wind NE is highly correlated with Maximum Wind and 2 other fields | High correlation |
High Wind SE is highly correlated with Status and 6 other fields | High correlation |
High Wind SW is highly correlated with Maximum Wind and 3 other fields | High correlation |
High Wind NW is highly correlated with High Wind NE and 1 other fields | High correlation |
Time is highly correlated with Event | High correlation |
Event is highly correlated with Time | High correlation |
Status is highly correlated with Maximum Wind and 6 other fields | High correlation |
Maximum Wind is highly correlated with Status and 8 other fields | High correlation |
Category is highly correlated with Status and 2 other fields | High correlation |
df_index has unique values | Unique |
Time has 11871 (24.3%) zeros | Zeros |
Low Wind NE has 2084 (4.3%) zeros | Zeros |
Low Wind SE has 2247 (4.6%) zeros | Zeros |
Low Wind SW has 3060 (6.3%) zeros | Zeros |
Low Wind NW has 2623 (5.4%) zeros | Zeros |
Moderate Wind NE has 3762 (7.7%) zeros | Zeros |
Moderate Wind SE has 3927 (8.1%) zeros | Zeros |
Moderate Wind SW has 4261 (8.7%) zeros | Zeros |
Moderate Wind NW has 4095 (8.4%) zeros | Zeros |
High Wind NE has 4731 (9.7%) zeros | Zeros |
High Wind SE has 4767 (9.8%) zeros | Zeros |
High Wind SW has 4929 (10.1%) zeros | Zeros |
High Wind NW has 4890 (10.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-09-29 18:52:55.086049 |
|---|---|
| Analysis finished | 2022-09-29 18:53:19.408676 |
| Duration | 24.32 seconds |
| Software version | pandas-profiling v3.3.0 |
| Download configuration | config.json |
| Distinct | 48761 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24521.86807 |
| Minimum | 0 |
|---|---|
| Maximum | 49104 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2438 |
| Q1 | 12190 |
| median | 24383 |
| Q3 | 36913 |
| 95-th percentile | 46666 |
| Maximum | 49104 |
| Range | 49104 |
| Interquartile range (IQR) | 24723 |
Descriptive statistics
| Standard deviation | 14219.54597 |
|---|---|
| Coefficient of variation (CV) | 0.5798720527 |
| Kurtosis | -1.209892478 |
| Mean | 24521.86807 |
| Median Absolute Deviation (MAD) | 12362 |
| Skewness | 0.005954603966 |
| Sum | 1195710809 |
| Variance | 202195487.7 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 32829 | 1 | < 0.1% |
| 32820 | 1 | < 0.1% |
| 32821 | 1 | < 0.1% |
| 32822 | 1 | < 0.1% |
| 32823 | 1 | < 0.1% |
| 32824 | 1 | < 0.1% |
| 32825 | 1 | < 0.1% |
| 32826 | 1 | < 0.1% |
| 32827 | 1 | < 0.1% |
| Other values (48751) | 48751 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 49104 | 1 | |
| 49103 | 1 | |
| 49102 | 1 | |
| 49101 | 1 | |
| 49100 | 1 | |
| 49099 | 1 | |
| 49098 | 1 | |
| 49097 | 1 | |
| 49096 | 1 | |
| 49095 | 1 |
| Distinct | 1795 |
|---|---|
| Distinct (%) | 3.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 381.1 KiB |
| AL031899 | 133 |
|---|---|
| AL141971 | 118 |
| AL201969 | 99 |
| AL142012 | 96 |
| AL041957 | 95 |
| Other values (1790) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 390088 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 31 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | AL011851 |
|---|---|
| 2nd row | AL011851 |
| 3rd row | AL011851 |
| 4th row | AL011851 |
| 5th row | AL011851 |
Common Values
| Value | Count | Frequency (%) |
| AL031899 | 133 | 0.3% |
| AL141971 | 118 | 0.2% |
| AL201969 | 99 | 0.2% |
| AL142012 | 96 | 0.2% |
| AL041957 | 95 | 0.2% |
| AL041926 | 95 | 0.2% |
| AL092004 | 94 | 0.2% |
| AL122002 | 90 | 0.2% |
| AL032000 | 87 | 0.2% |
| AL091893 | 84 | 0.2% |
| Other values (1785) | 47770 |
Length
| Value | Count | Frequency (%) |
| al031899 | 133 | 0.3% |
| al141971 | 118 | 0.2% |
| al201969 | 99 | 0.2% |
| al142012 | 96 | 0.2% |
| al041957 | 95 | 0.2% |
| al041926 | 95 | 0.2% |
| al092004 | 94 | 0.2% |
| al122002 | 90 | 0.2% |
| al032000 | 87 | 0.2% |
| al091893 | 84 | 0.2% |
| Other values (1785) | 47770 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 69890 | |
| 0 | 58021 | |
| A | 48761 | |
| L | 48761 | |
| 9 | 46917 | |
| 8 | 23637 | 6.1% |
| 2 | 22079 | 5.7% |
| 5 | 15045 | 3.9% |
| 3 | 14664 | 3.8% |
| 6 | 14630 | 3.8% |
| Other values (2) | 27683 | 7.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 292566 | |
| Uppercase Letter | 97522 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 69890 | |
| 0 | 58021 | |
| 9 | 46917 | |
| 8 | 23637 | 8.1% |
| 2 | 22079 | 7.5% |
| 5 | 15045 | 5.1% |
| 3 | 14664 | 5.0% |
| 6 | 14630 | 5.0% |
| 7 | 14083 | 4.8% |
| 4 | 13600 | 4.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 48761 | |
| L | 48761 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 292566 | |
| Latin | 97522 | 25.0% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 69890 | |
| 0 | 58021 | |
| 9 | 46917 | |
| 8 | 23637 | 8.1% |
| 2 | 22079 | 7.5% |
| 5 | 15045 | 5.1% |
| 3 | 14664 | 5.0% |
| 6 | 14630 | 5.0% |
| 7 | 14083 | 4.8% |
| 4 | 13600 | 4.6% |
Latin
| Value | Count | Frequency (%) |
| A | 48761 | |
| L | 48761 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 390088 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 69890 | |
| 0 | 58021 | |
| A | 48761 | |
| L | 48761 | |
| 9 | 46917 | |
| 8 | 23637 | 6.1% |
| 2 | 22079 | 5.7% |
| 5 | 15045 | 3.9% |
| 3 | 14664 | 3.8% |
| 6 | 14630 | 3.8% |
| Other values (2) | 27683 | 7.1% |
| Distinct | 288 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 381.1 KiB |
| UNNAMED | |
|---|---|
| FRANCES | 317 |
| ARLENE | 283 |
| BERTHA | 268 |
| DENNIS | 255 |
| Other values (283) |
Length
| Max length | 19 |
|---|---|
| Median length | 19 |
| Mean length | 19 |
| Min length | 19 |
Characters and Unicode
| Total characters | 926459 |
|---|---|
| Distinct characters | 28 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | UNNAMED |
|---|---|
| 2nd row | UNNAMED |
| 3rd row | UNNAMED |
| 4th row | UNNAMED |
| 5th row | UNNAMED |
Common Values
| Value | Count | Frequency (%) |
| UNNAMED | 26222 | |
| FRANCES | 317 | 0.7% |
| ARLENE | 283 | 0.6% |
| BERTHA | 268 | 0.5% |
| DENNIS | 255 | 0.5% |
| FLORENCE | 249 | 0.5% |
| HELENE | 240 | 0.5% |
| IRENE | 231 | 0.5% |
| EMILY | 225 | 0.5% |
| BONNIE | 217 | 0.4% |
| Other values (278) | 20254 |
Length
| Value | Count | Frequency (%) |
| unnamed | 26222 | |
| frances | 317 | 0.7% |
| arlene | 283 | 0.6% |
| bertha | 268 | 0.5% |
| dennis | 255 | 0.5% |
| florence | 249 | 0.5% |
| helene | 240 | 0.5% |
| irene | 231 | 0.5% |
| emily | 225 | 0.5% |
| bonnie | 217 | 0.4% |
| Other values (278) | 20254 |
Most occurring characters
| Value | Count | Frequency (%) |
| 620753 | ||
| N | 62487 | 6.7% |
| E | 43529 | 4.7% |
| A | 41105 | 4.4% |
| D | 31466 | 3.4% |
| M | 27893 | 3.0% |
| U | 27814 | 3.0% |
| L | 10280 | 1.1% |
| I | 10147 | 1.1% |
| R | 9757 | 1.1% |
| Other values (18) | 41228 | 4.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Space Separator | 620753 | |
| Uppercase Letter | 305679 | |
| Dash Punctuation | 27 | < 0.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 62487 | |
| E | 43529 | |
| A | 41105 | |
| D | 31466 | |
| M | 27893 | |
| U | 27814 | |
| L | 10280 | 3.4% |
| I | 10147 | 3.3% |
| R | 9757 | 3.2% |
| O | 6424 | 2.1% |
| Other values (16) | 34777 |
Space Separator
| Value | Count | Frequency (%) |
| 620753 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 27 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 620780 | |
| Latin | 305679 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 62487 | |
| E | 43529 | |
| A | 41105 | |
| D | 31466 | |
| M | 27893 | |
| U | 27814 | |
| L | 10280 | 3.4% |
| I | 10147 | 3.3% |
| R | 9757 | 3.2% |
| O | 6424 | 2.1% |
| Other values (16) | 34777 |
Common
| Value | Count | Frequency (%) |
| 620753 | ||
| - | 27 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 926459 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 620753 | ||
| N | 62487 | 6.7% |
| E | 43529 | 4.7% |
| A | 41105 | 4.4% |
| D | 31466 | 3.4% |
| M | 27893 | 3.0% |
| U | 27814 | 3.0% |
| L | 10280 | 1.1% |
| I | 10147 | 1.1% |
| R | 9757 | 1.1% |
| Other values (18) | 41228 | 4.5% |
| Distinct | 9931 |
|---|---|
| Distinct (%) | 20.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19496680.27 |
| Minimum | 18510625 |
|---|---|
| Maximum | 20151113 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | 18510625 |
|---|---|
| 5-th percentile | 18730919 |
| Q1 | 19110831 |
| median | 19560609 |
| Q3 | 19890829 |
| 95-th percentile | 20100921 |
| Maximum | 20151113 |
| Range | 1640488 |
| Interquartile range (IQR) | 779998 |
Descriptive statistics
| Standard deviation | 447443.6529 |
|---|---|
| Coefficient of variation (CV) | 0.02294973538 |
| Kurtosis | -1.044413772 |
| Mean | 19496680.27 |
| Median Absolute Deviation (MAD) | 370299 |
| Skewness | -0.3521183408 |
| Sum | 9.506776265 × 1011 |
| Variance | 2.002058225 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19710912 | 24 | < 0.1% |
| 19710911 | 23 | < 0.1% |
| 19710913 | 21 | < 0.1% |
| 19950827 | 19 | < 0.1% |
| 19710914 | 19 | < 0.1% |
| 19710908 | 18 | < 0.1% |
| 19710910 | 18 | < 0.1% |
| 20080903 | 17 | < 0.1% |
| 19000913 | 17 | < 0.1% |
| 19980925 | 17 | < 0.1% |
| Other values (9921) | 48568 |
| Value | Count | Frequency (%) |
| 18510625 | 5 | |
| 18510626 | 4 | |
| 18510627 | 4 | |
| 18510628 | 1 | < 0.1% |
| 18510705 | 1 | < 0.1% |
| 18510710 | 1 | < 0.1% |
| 18510816 | 4 | |
| 18510817 | 4 | |
| 18510818 | 4 | |
| 18510819 | 4 |
| Value | Count | Frequency (%) |
| 20151113 | 3 | |
| 20151112 | 4 | |
| 20151111 | 4 | |
| 20151110 | 4 | |
| 20151109 | 4 | |
| 20151108 | 1 | < 0.1% |
| 20151015 | 1 | < 0.1% |
| 20151014 | 4 | |
| 20151013 | 4 | |
| 20151012 | 4 |
| Distinct | 92 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 909.787248 |
| Minimum | 0 |
|---|---|
| Maximum | 2330 |
| Zeros | 11871 |
| Zeros (%) | 24.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 600 |
| median | 1200 |
| Q3 | 1800 |
| 95-th percentile | 1800 |
| Maximum | 2330 |
| Range | 2330 |
| Interquartile range (IQR) | 1200 |
Descriptive statistics
| Standard deviation | 671.1764039 |
|---|---|
| Coefficient of variation (CV) | 0.737728964 |
| Kurtosis | -1.343295871 |
| Mean | 909.787248 |
| Median Absolute Deviation (MAD) | 600 |
| Skewness | -0.01048888816 |
| Sum | 44362136 |
| Variance | 450477.7652 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1200 | 12185 | |
| 1800 | 12016 | |
| 600 | 11882 | |
| 0 | 11871 | |
| 2100 | 63 | 0.1% |
| 1400 | 42 | 0.1% |
| 1000 | 41 | 0.1% |
| 2200 | 40 | 0.1% |
| 1500 | 38 | 0.1% |
| 300 | 38 | 0.1% |
| Other values (82) | 545 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 11871 | |
| 30 | 5 | < 0.1% |
| 45 | 1 | < 0.1% |
| 100 | 27 | 0.1% |
| 130 | 1 | < 0.1% |
| 200 | 34 | 0.1% |
| 230 | 1 | < 0.1% |
| 245 | 1 | < 0.1% |
| 300 | 38 | 0.1% |
| 315 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 2330 | 1 | < 0.1% |
| 2315 | 2 | < 0.1% |
| 2300 | 28 | |
| 2245 | 1 | < 0.1% |
| 2235 | 1 | < 0.1% |
| 2230 | 2 | < 0.1% |
| 2200 | 40 | |
| 2152 | 1 | < 0.1% |
| 2145 | 1 | < 0.1% |
| 2130 | 3 | < 0.1% |
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 381.1 KiB |
| L | 902 |
|---|---|
| I | 27 |
| P | 9 |
| S | 7 |
| Other values (5) | 18 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 97522 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | |
|---|---|
| 2nd row | |
| 3rd row | |
| 4th row | |
| 5th row | L |
Common Values
| Value | Count | Frequency (%) |
| 47798 | ||
| L | 902 | 1.8% |
| I | 27 | 0.1% |
| P | 9 | < 0.1% |
| S | 7 | < 0.1% |
| C | 5 | < 0.1% |
| T | 5 | < 0.1% |
| W | 4 | < 0.1% |
| R | 3 | < 0.1% |
| G | 1 | < 0.1% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| l | 902 | |
| i | 27 | 2.8% |
| p | 9 | 0.9% |
| s | 7 | 0.7% |
| c | 5 | 0.5% |
| t | 5 | 0.5% |
| w | 4 | 0.4% |
| r | 3 | 0.3% |
| g | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 96559 | ||
| L | 902 | 0.9% |
| I | 27 | < 0.1% |
| P | 9 | < 0.1% |
| S | 7 | < 0.1% |
| C | 5 | < 0.1% |
| T | 5 | < 0.1% |
| W | 4 | < 0.1% |
| R | 3 | < 0.1% |
| G | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Space Separator | 96559 | |
| Uppercase Letter | 963 | 1.0% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 902 | |
| I | 27 | 2.8% |
| P | 9 | 0.9% |
| S | 7 | 0.7% |
| C | 5 | 0.5% |
| T | 5 | 0.5% |
| W | 4 | 0.4% |
| R | 3 | 0.3% |
| G | 1 | 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 96559 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 96559 | |
| Latin | 963 | 1.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| L | 902 | |
| I | 27 | 2.8% |
| P | 9 | 0.9% |
| S | 7 | 0.7% |
| C | 5 | 0.5% |
| T | 5 | 0.5% |
| W | 4 | 0.4% |
| R | 3 | 0.3% |
| G | 1 | 0.1% |
Common
| Value | Count | Frequency (%) |
| 96559 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 97522 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 96559 | ||
| L | 902 | 0.9% |
| I | 27 | < 0.1% |
| P | 9 | < 0.1% |
| S | 7 | < 0.1% |
| C | 5 | < 0.1% |
| T | 5 | < 0.1% |
| W | 4 | < 0.1% |
| R | 3 | < 0.1% |
| G | 1 | < 0.1% |
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 381.1 KiB |
| TS | |
|---|---|
| HU | |
| TD | |
| EX | |
| LO | 1005 |
| Other values (4) | 1070 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 146283 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | HU |
|---|---|
| 2nd row | HU |
| 3rd row | HU |
| 4th row | HU |
| 5th row | HU |
Common Values
| Value | Count | Frequency (%) |
| TS | 17804 | |
| HU | 14531 | |
| TD | 9553 | |
| EX | 4798 | 9.8% |
| LO | 1005 | 2.1% |
| SS | 557 | 1.1% |
| SD | 293 | 0.6% |
| WV | 116 | 0.2% |
| DB | 104 | 0.2% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| ts | 17804 | |
| hu | 14531 | |
| td | 9553 | |
| ex | 4798 | 9.8% |
| lo | 1005 | 2.1% |
| ss | 557 | 1.1% |
| sd | 293 | 0.6% |
| wv | 116 | 0.2% |
| db | 104 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 48761 | ||
| T | 27357 | |
| S | 19211 | 13.1% |
| H | 14531 | 9.9% |
| U | 14531 | 9.9% |
| D | 9950 | 6.8% |
| E | 4798 | 3.3% |
| X | 4798 | 3.3% |
| L | 1005 | 0.7% |
| O | 1005 | 0.7% |
| Other values (3) | 336 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 97522 | |
| Space Separator | 48761 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 27357 | |
| S | 19211 | |
| H | 14531 | |
| U | 14531 | |
| D | 9950 | 10.2% |
| E | 4798 | 4.9% |
| X | 4798 | 4.9% |
| L | 1005 | 1.0% |
| O | 1005 | 1.0% |
| W | 116 | 0.1% |
| Other values (2) | 220 | 0.2% |
Space Separator
| Value | Count | Frequency (%) |
| 48761 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 97522 | |
| Common | 48761 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 27357 | |
| S | 19211 | |
| H | 14531 | |
| U | 14531 | |
| D | 9950 | 10.2% |
| E | 4798 | 4.9% |
| X | 4798 | 4.9% |
| L | 1005 | 1.0% |
| O | 1005 | 1.0% |
| W | 116 | 0.1% |
| Other values (2) | 220 | 0.2% |
Common
| Value | Count | Frequency (%) |
| 48761 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 146283 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 48761 | ||
| T | 27357 | |
| S | 19211 | 13.1% |
| H | 14531 | 9.9% |
| U | 14531 | 9.9% |
| D | 9950 | 6.8% |
| E | 4798 | 3.3% |
| X | 4798 | 3.3% |
| L | 1005 | 0.7% |
| O | 1005 | 0.7% |
| Other values (3) | 336 | 0.2% |
| Distinct | 597 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 381.1 KiB |
| 28.0N | 294 |
|---|---|
| 18.0N | 289 |
| 27.0N | 285 |
| 20.0N | 283 |
| 29.0N | 281 |
| Other values (592) |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.995303624 |
| Min length | 4 |
Characters and Unicode
| Total characters | 243576 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 44 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 28.0N |
|---|---|
| 2nd row | 28.0N |
| 3rd row | 28.0N |
| 4th row | 28.1N |
| 5th row | 28.2N |
Common Values
| Value | Count | Frequency (%) |
| 28.0N | 294 | 0.6% |
| 18.0N | 289 | 0.6% |
| 27.0N | 285 | 0.6% |
| 20.0N | 283 | 0.6% |
| 29.0N | 281 | 0.6% |
| 14.0N | 269 | 0.6% |
| 21.0N | 269 | 0.6% |
| 30.0N | 265 | 0.5% |
| 33.0N | 263 | 0.5% |
| 26.0N | 260 | 0.5% |
| Other values (587) | 46003 |
Length
| Value | Count | Frequency (%) |
| 28.0n | 294 | 0.6% |
| 18.0n | 289 | 0.6% |
| 27.0n | 285 | 0.6% |
| 20.0n | 283 | 0.6% |
| 29.0n | 281 | 0.6% |
| 14.0n | 269 | 0.6% |
| 21.0n | 269 | 0.6% |
| 30.0n | 265 | 0.5% |
| 33.0n | 263 | 0.5% |
| 26.0n | 260 | 0.5% |
| Other values (587) | 46003 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 48761 | |
| N | 48761 | |
| 2 | 27373 | |
| 3 | 22001 | |
| 1 | 21880 | |
| 0 | 13093 | 5.4% |
| 4 | 12684 | 5.2% |
| 5 | 12352 | 5.1% |
| 7 | 9676 | 4.0% |
| 8 | 9421 | 3.9% |
| Other values (2) | 17574 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 146054 | |
| Other Punctuation | 48761 | 20.0% |
| Uppercase Letter | 48761 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 27373 | |
| 3 | 22001 | |
| 1 | 21880 | |
| 0 | 13093 | |
| 4 | 12684 | |
| 5 | 12352 | |
| 7 | 9676 | 6.6% |
| 8 | 9421 | 6.5% |
| 6 | 9068 | 6.2% |
| 9 | 8506 | 5.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 48761 |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 48761 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 194815 | |
| Latin | 48761 | 20.0% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 48761 | |
| 2 | 27373 | |
| 3 | 22001 | |
| 1 | 21880 | |
| 0 | 13093 | 6.7% |
| 4 | 12684 | 6.5% |
| 5 | 12352 | 6.3% |
| 7 | 9676 | 5.0% |
| 8 | 9421 | 4.8% |
| 6 | 9068 | 4.7% |
Latin
| Value | Count | Frequency (%) |
| N | 48761 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 243576 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 48761 | |
| N | 48761 | |
| 2 | 27373 | |
| 3 | 22001 | |
| 1 | 21880 | |
| 0 | 13093 | 5.4% |
| 4 | 12684 | 5.2% |
| 5 | 12352 | 5.1% |
| 7 | 9676 | 4.0% |
| 8 | 9421 | 3.9% |
| Other values (2) | 17574 | 7.2% |
| Distinct | 1032 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 381.1 KiB |
| 65.0W | 179 |
|---|---|
| 79.0W | 176 |
| 84.0W | 170 |
| 69.0W | 168 |
| 66.0W | 166 |
| Other values (1027) |
Length
| Max length | 6 |
|---|---|
| Median length | 5 |
| Mean length | 5.000143557 |
| Min length | 4 |
Characters and Unicode
| Total characters | 243812 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 90 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 94.8W |
|---|---|
| 2nd row | 95.4W |
| 3rd row | 96.0W |
| 4th row | 96.5W |
| 5th row | 96.8W |
Common Values
| Value | Count | Frequency (%) |
| 65.0W | 179 | 0.4% |
| 79.0W | 176 | 0.4% |
| 84.0W | 170 | 0.3% |
| 69.0W | 168 | 0.3% |
| 66.0W | 166 | 0.3% |
| 70.0W | 166 | 0.3% |
| 68.0W | 165 | 0.3% |
| 78.0W | 164 | 0.3% |
| 75.0W | 159 | 0.3% |
| 61.0W | 158 | 0.3% |
| Other values (1022) | 47090 |
Length
| Value | Count | Frequency (%) |
| 65.0w | 179 | 0.4% |
| 79.0w | 176 | 0.4% |
| 84.0w | 170 | 0.3% |
| 69.0w | 168 | 0.3% |
| 66.0w | 166 | 0.3% |
| 70.0w | 166 | 0.3% |
| 68.0w | 165 | 0.3% |
| 78.0w | 164 | 0.3% |
| 75.0w | 159 | 0.3% |
| 61.0w | 158 | 0.3% |
| Other values (1022) | 47090 |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 48761 | |
| W | 48713 | |
| 7 | 18510 | 7.6% |
| 5 | 18502 | 7.6% |
| 8 | 18065 | 7.4% |
| 6 | 17731 | 7.3% |
| 0 | 13792 | 5.7% |
| 4 | 13736 | 5.6% |
| 9 | 13030 | 5.3% |
| 3 | 12433 | 5.1% |
| Other values (3) | 20539 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 146290 | |
| Other Punctuation | 48761 | 20.0% |
| Uppercase Letter | 48761 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 7 | 18510 | |
| 5 | 18502 | |
| 8 | 18065 | |
| 6 | 17731 | |
| 0 | 13792 | |
| 4 | 13736 | |
| 9 | 13030 | |
| 3 | 12433 | |
| 2 | 11026 | |
| 1 | 9465 |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 48713 | |
| E | 48 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 48761 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 195051 | |
| Latin | 48761 | 20.0% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 48761 | |
| 7 | 18510 | 9.5% |
| 5 | 18502 | 9.5% |
| 8 | 18065 | 9.3% |
| 6 | 17731 | 9.1% |
| 0 | 13792 | 7.1% |
| 4 | 13736 | 7.0% |
| 9 | 13030 | 6.7% |
| 3 | 12433 | 6.4% |
| 2 | 11026 | 5.7% |
Latin
| Value | Count | Frequency (%) |
| W | 48713 | |
| E | 48 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 243812 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 48761 | |
| W | 48713 | |
| 7 | 18510 | 7.6% |
| 5 | 18502 | 7.6% |
| 8 | 18065 | 7.4% |
| 6 | 17731 | 7.3% |
| 0 | 13792 | 5.7% |
| 4 | 13736 | 5.6% |
| 9 | 13030 | 5.3% |
| 3 | 12433 | 5.1% |
| Other values (3) | 20539 |
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.03843235 |
| Minimum | 10 |
|---|---|
| Maximum | 155 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 25 |
| Q1 | 35 |
| median | 50 |
| Q3 | 70 |
| 95-th percentile | 100 |
| Maximum | 155 |
| Range | 145 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 24.72049827 |
|---|---|
| Coefficient of variation (CV) | 0.4660865183 |
| Kurtosis | 0.3025796613 |
| Mean | 53.03843235 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 0.8933806839 |
| Sum | 2586207 |
| Variance | 611.1030348 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 30 | 5900 | |
| 40 | 4582 | 9.4% |
| 35 | 4515 | 9.3% |
| 25 | 4432 | 9.1% |
| 50 | 4225 | 8.7% |
| 45 | 3413 | 7.0% |
| 60 | 3016 | 6.2% |
| 70 | 2875 | 5.9% |
| 55 | 2124 | 4.4% |
| 65 | 2098 | 4.3% |
| Other values (21) | 11581 |
| Value | Count | Frequency (%) |
| 10 | 61 | 0.1% |
| 15 | 193 | 0.4% |
| 20 | 1237 | 2.5% |
| 25 | 4432 | |
| 30 | 5900 | |
| 32 | 1 | < 0.1% |
| 35 | 4515 | |
| 40 | 4582 | |
| 45 | 3413 | |
| 50 | 4225 |
| Value | Count | Frequency (%) |
| 155 | 9 | < 0.1% |
| 150 | 26 | 0.1% |
| 145 | 30 | 0.1% |
| 140 | 64 | 0.1% |
| 135 | 56 | 0.1% |
| 130 | 112 | 0.2% |
| 125 | 173 | 0.4% |
| 120 | 300 | |
| 115 | 318 | |
| 110 | 508 |
| Distinct | 127 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -246.3261213 |
| Minimum | -999 |
|---|---|
| Maximum | 1024 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 30330 |
| Negative (%) | 62.2% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | -999 |
| median | -999 |
| Q3 | 990 |
| 95-th percentile | 1009 |
| Maximum | 1024 |
| Range | 2023 |
| Interquartile range (IQR) | 1989 |
Descriptive statistics
| Standard deviation | 965.6171608 |
|---|---|
| Coefficient of variation (CV) | -3.920076181 |
| Kurtosis | -1.745715099 |
| Mean | -246.3261213 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.503734591 |
| Sum | -12011108 |
| Variance | 932416.5012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 30330 | |
| 1005 | 883 | 1.8% |
| 1008 | 846 | 1.7% |
| 1006 | 808 | 1.7% |
| 1009 | 800 | 1.6% |
| 1007 | 754 | 1.5% |
| 1000 | 733 | 1.5% |
| 1010 | 679 | 1.4% |
| 1004 | 625 | 1.3% |
| 1003 | 596 | 1.2% |
| Other values (117) | 11707 | 24.0% |
| Value | Count | Frequency (%) |
| -999 | 30330 | |
| 889 | 1 | < 0.1% |
| 892 | 4 | < 0.1% |
| 895 | 1 | < 0.1% |
| 897 | 2 | < 0.1% |
| 900 | 2 | < 0.1% |
| 901 | 1 | < 0.1% |
| 902 | 1 | < 0.1% |
| 905 | 5 | < 0.1% |
| 907 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1024 | 2 | < 0.1% |
| 1023 | 4 | < 0.1% |
| 1022 | 7 | < 0.1% |
| 1021 | 4 | < 0.1% |
| 1020 | 12 | < 0.1% |
| 1019 | 6 | < 0.1% |
| 1018 | 11 | < 0.1% |
| 1017 | 23 | < 0.1% |
| 1016 | 51 | |
| 1015 | 84 |
| Distinct | 65 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -867.7755583 |
| Minimum | -999 |
|---|---|
| Maximum | 710 |
| Zeros | 2084 |
| Zeros (%) | 4.3% |
| Negative | 42841 |
| Negative (%) | 87.9% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | -999 |
| median | -999 |
| Q3 | -999 |
| 95-th percentile | 90 |
| Maximum | 710 |
| Range | 1709 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 354.3428382 |
|---|---|
| Coefficient of variation (CV) | -0.4083346608 |
| Kurtosis | 3.634804926 |
| Mean | -867.7755583 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.355394366 |
| Sum | -42313604 |
| Variance | 125558.847 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 2084 | 4.3% |
| 60 | 364 | 0.7% |
| 90 | 304 | 0.6% |
| 120 | 285 | 0.6% |
| 150 | 281 | 0.6% |
| 100 | 276 | 0.6% |
| 180 | 233 | 0.5% |
| 75 | 205 | 0.4% |
| 50 | 148 | 0.3% |
| Other values (55) | 1740 | 3.6% |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 2084 | 4.3% |
| 10 | 5 | < 0.1% |
| 15 | 6 | < 0.1% |
| 20 | 10 | < 0.1% |
| 25 | 15 | < 0.1% |
| 30 | 103 | 0.2% |
| 35 | 28 | 0.1% |
| 40 | 115 | 0.2% |
| 45 | 106 | 0.2% |
| Value | Count | Frequency (%) |
| 710 | 1 | < 0.1% |
| 620 | 1 | < 0.1% |
| 580 | 1 | < 0.1% |
| 540 | 4 | < 0.1% |
| 480 | 5 | < 0.1% |
| 460 | 2 | < 0.1% |
| 450 | 23 | |
| 420 | 19 | |
| 400 | 10 | |
| 390 | 1 | < 0.1% |
| Distinct | 72 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -868.4239249 |
| Minimum | -999 |
|---|---|
| Maximum | 600 |
| Zeros | 2247 |
| Zeros (%) | 4.6% |
| Negative | 42841 |
| Negative (%) | 87.9% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | -999 |
| median | -999 |
| Q3 | -999 |
| 95-th percentile | 75 |
| Maximum | 600 |
| Range | 1599 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 352.5892203 |
|---|---|
| Coefficient of variation (CV) | -0.4060104866 |
| Kurtosis | 3.634090083 |
| Mean | -868.4239249 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.35532485 |
| Sum | -42345219 |
| Variance | 124319.1583 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 2247 | 4.6% |
| 60 | 345 | 0.7% |
| 120 | 281 | 0.6% |
| 150 | 277 | 0.6% |
| 90 | 257 | 0.5% |
| 100 | 247 | 0.5% |
| 75 | 218 | 0.4% |
| 30 | 181 | 0.4% |
| 180 | 154 | 0.3% |
| Other values (62) | 1713 | 3.5% |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 2247 | 4.6% |
| 10 | 5 | < 0.1% |
| 15 | 5 | < 0.1% |
| 20 | 41 | 0.1% |
| 25 | 16 | < 0.1% |
| 30 | 181 | 0.4% |
| 35 | 20 | < 0.1% |
| 40 | 132 | 0.3% |
| 45 | 112 | 0.2% |
| Value | Count | Frequency (%) |
| 600 | 3 | |
| 540 | 1 | < 0.1% |
| 530 | 1 | < 0.1% |
| 520 | 1 | < 0.1% |
| 500 | 1 | < 0.1% |
| 490 | 1 | < 0.1% |
| 475 | 4 | |
| 460 | 1 | < 0.1% |
| 425 | 3 | |
| 420 | 5 |
| Distinct | 63 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -871.8075716 |
| Minimum | -999 |
|---|---|
| Maximum | 640 |
| Zeros | 3060 |
| Zeros (%) | 6.3% |
| Negative | 42841 |
| Negative (%) | 87.9% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | -999 |
| median | -999 |
| Q3 | -999 |
| 95-th percentile | 40 |
| Maximum | 640 |
| Range | 1639 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 343.1662939 |
|---|---|
| Coefficient of variation (CV) | -0.3936261912 |
| Kurtosis | 3.588197446 |
| Mean | -871.8075716 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.348137519 |
| Sum | -42510209 |
| Variance | 117763.1053 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 3060 | 6.3% |
| 60 | 296 | 0.6% |
| 30 | 235 | 0.5% |
| 100 | 204 | 0.4% |
| 90 | 200 | 0.4% |
| 40 | 197 | 0.4% |
| 50 | 165 | 0.3% |
| 75 | 158 | 0.3% |
| 45 | 147 | 0.3% |
| Other values (53) | 1258 | 2.6% |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 3060 | 6.3% |
| 10 | 5 | < 0.1% |
| 15 | 7 | < 0.1% |
| 20 | 106 | 0.2% |
| 25 | 50 | 0.1% |
| 30 | 235 | 0.5% |
| 35 | 15 | < 0.1% |
| 40 | 197 | 0.4% |
| 45 | 147 | 0.3% |
| Value | Count | Frequency (%) |
| 640 | 1 | < 0.1% |
| 540 | 1 | < 0.1% |
| 500 | 1 | < 0.1% |
| 480 | 15 | |
| 450 | 2 | < 0.1% |
| 420 | 1 | < 0.1% |
| 400 | 11 | |
| 390 | 2 | < 0.1% |
| 375 | 7 | |
| 360 | 12 |
| Distinct | 62 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -870.5324747 |
| Minimum | -999 |
|---|---|
| Maximum | 530 |
| Zeros | 2623 |
| Zeros (%) | 5.4% |
| Negative | 42841 |
| Negative (%) | 87.9% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | -999 |
| median | -999 |
| Q3 | -999 |
| 95-th percentile | 50 |
| Maximum | 530 |
| Range | 1529 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 346.649551 |
|---|---|
| Coefficient of variation (CV) | -0.398204043 |
| Kurtosis | 3.590924965 |
| Mean | -870.5324747 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.348858509 |
| Sum | -42448034 |
| Variance | 120165.9112 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 2623 | 5.4% |
| 60 | 324 | 0.7% |
| 40 | 259 | 0.5% |
| 90 | 237 | 0.5% |
| 75 | 214 | 0.4% |
| 30 | 201 | 0.4% |
| 120 | 198 | 0.4% |
| 100 | 194 | 0.4% |
| 150 | 192 | 0.4% |
| Other values (52) | 1478 | 3.0% |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 2623 | 5.4% |
| 10 | 4 | < 0.1% |
| 15 | 9 | < 0.1% |
| 20 | 44 | 0.1% |
| 25 | 40 | 0.1% |
| 30 | 201 | 0.4% |
| 35 | 26 | 0.1% |
| 40 | 259 | 0.5% |
| 45 | 94 | 0.2% |
| Value | Count | Frequency (%) |
| 530 | 1 | < 0.1% |
| 500 | 1 | < 0.1% |
| 490 | 2 | < 0.1% |
| 480 | 18 | |
| 430 | 1 | < 0.1% |
| 420 | 9 | |
| 410 | 1 | < 0.1% |
| 400 | 6 | < 0.1% |
| 380 | 1 | < 0.1% |
| 360 | 18 |
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -874.7220935 |
| Minimum | -999 |
|---|---|
| Maximum | 360 |
| Zeros | 3762 |
| Zeros (%) | 7.7% |
| Negative | 42841 |
| Negative (%) | 87.9% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | -999 |
| median | -999 |
| Q3 | -999 |
| 95-th percentile | 0 |
| Maximum | 360 |
| Range | 1359 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 334.6377299 |
|---|---|
| Coefficient of variation (CV) | -0.3825646253 |
| Kurtosis | 3.438487824 |
| Mean | -874.7220935 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.327555597 |
| Sum | -42652324 |
| Variance | 111982.4103 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 3762 | 7.7% |
| 60 | 258 | 0.5% |
| 50 | 232 | 0.5% |
| 30 | 231 | 0.5% |
| 40 | 210 | 0.4% |
| 90 | 168 | 0.3% |
| 100 | 156 | 0.3% |
| 20 | 135 | 0.3% |
| 75 | 99 | 0.2% |
| Other values (29) | 669 | 1.4% |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 3762 | 7.7% |
| 5 | 4 | < 0.1% |
| 10 | 6 | < 0.1% |
| 15 | 34 | 0.1% |
| 20 | 135 | 0.3% |
| 25 | 87 | 0.2% |
| 30 | 231 | 0.5% |
| 35 | 21 | < 0.1% |
| 40 | 210 | 0.4% |
| Value | Count | Frequency (%) |
| 360 | 2 | < 0.1% |
| 320 | 1 | < 0.1% |
| 300 | 6 | < 0.1% |
| 270 | 4 | < 0.1% |
| 240 | 2 | < 0.1% |
| 220 | 8 | |
| 210 | 1 | < 0.1% |
| 200 | 16 | |
| 180 | 14 | |
| 175 | 13 |
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -874.9173315 |
| Minimum | -999 |
|---|---|
| Maximum | 300 |
| Zeros | 3927 |
| Zeros (%) | 8.1% |
| Negative | 42841 |
| Negative (%) | 87.9% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | -999 |
| median | -999 |
| Q3 | -999 |
| 95-th percentile | 0 |
| Maximum | 300 |
| Range | 1299 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 334.1195195 |
|---|---|
| Coefficient of variation (CV) | -0.3818869595 |
| Kurtosis | 3.44046976 |
| Mean | -874.9173315 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.327816745 |
| Sum | -42661844 |
| Variance | 111635.8533 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 3927 | 8.1% |
| 30 | 251 | 0.5% |
| 50 | 201 | 0.4% |
| 60 | 196 | 0.4% |
| 40 | 177 | 0.4% |
| 20 | 141 | 0.3% |
| 90 | 118 | 0.2% |
| 100 | 108 | 0.2% |
| 75 | 101 | 0.2% |
| Other values (30) | 700 | 1.4% |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 3927 | 8.1% |
| 5 | 4 | < 0.1% |
| 10 | 10 | < 0.1% |
| 15 | 41 | 0.1% |
| 20 | 141 | 0.3% |
| 25 | 62 | 0.1% |
| 30 | 251 | 0.5% |
| 35 | 33 | 0.1% |
| 40 | 177 | 0.4% |
| Value | Count | Frequency (%) |
| 300 | 5 | < 0.1% |
| 270 | 4 | < 0.1% |
| 250 | 12 | |
| 240 | 6 | < 0.1% |
| 225 | 1 | < 0.1% |
| 210 | 6 | < 0.1% |
| 200 | 7 | < 0.1% |
| 180 | 13 | |
| 175 | 23 | |
| 170 | 10 |
| Distinct | 38 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -875.8405078 |
| Minimum | -999 |
|---|---|
| Maximum | 330 |
| Zeros | 4261 |
| Zeros (%) | 8.7% |
| Negative | 42841 |
| Negative (%) | 87.9% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | -999 |
| median | -999 |
| Q3 | -999 |
| 95-th percentile | 0 |
| Maximum | 330 |
| Range | 1329 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 331.5039256 |
|---|---|
| Coefficient of variation (CV) | -0.3784980515 |
| Kurtosis | 3.413807682 |
| Mean | -875.8405078 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.323989513 |
| Sum | -42706859 |
| Variance | 109894.8527 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 4261 | 8.7% |
| 60 | 238 | 0.5% |
| 20 | 225 | 0.5% |
| 30 | 223 | 0.5% |
| 40 | 191 | 0.4% |
| 50 | 134 | 0.3% |
| 25 | 82 | 0.2% |
| 75 | 72 | 0.1% |
| 80 | 68 | 0.1% |
| Other values (28) | 426 | 0.9% |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 4261 | 8.7% |
| 10 | 26 | 0.1% |
| 15 | 41 | 0.1% |
| 20 | 225 | 0.5% |
| 25 | 82 | 0.2% |
| 30 | 223 | 0.5% |
| 35 | 31 | 0.1% |
| 40 | 191 | 0.4% |
| 45 | 29 | 0.1% |
| Value | Count | Frequency (%) |
| 330 | 1 | < 0.1% |
| 280 | 1 | < 0.1% |
| 260 | 1 | < 0.1% |
| 240 | 4 | < 0.1% |
| 220 | 4 | < 0.1% |
| 200 | 7 | |
| 180 | 9 | |
| 175 | 7 | |
| 170 | 10 | |
| 160 | 8 |
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -875.4796661 |
| Minimum | -999 |
|---|---|
| Maximum | 360 |
| Zeros | 4095 |
| Zeros (%) | 8.4% |
| Negative | 42841 |
| Negative (%) | 87.9% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | -999 |
| median | -999 |
| Q3 | -999 |
| 95-th percentile | 0 |
| Maximum | 360 |
| Range | 1359 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 332.514782 |
|---|---|
| Coefficient of variation (CV) | -0.3798086864 |
| Kurtosis | 3.421993844 |
| Mean | -875.4796661 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.325159357 |
| Sum | -42689264 |
| Variance | 110566.0802 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 4095 | 8.4% |
| 30 | 277 | 0.6% |
| 40 | 238 | 0.5% |
| 50 | 190 | 0.4% |
| 60 | 164 | 0.3% |
| 20 | 149 | 0.3% |
| 90 | 103 | 0.2% |
| 100 | 102 | 0.2% |
| 75 | 95 | 0.2% |
| Other values (27) | 507 | 1.0% |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 4095 | 8.4% |
| 10 | 10 | < 0.1% |
| 15 | 32 | 0.1% |
| 20 | 149 | 0.3% |
| 25 | 61 | 0.1% |
| 30 | 277 | 0.6% |
| 35 | 31 | 0.1% |
| 40 | 238 | 0.5% |
| 45 | 50 | 0.1% |
| Value | Count | Frequency (%) |
| 360 | 1 | < 0.1% |
| 300 | 4 | < 0.1% |
| 260 | 1 | < 0.1% |
| 240 | 9 | |
| 210 | 4 | < 0.1% |
| 200 | 14 | |
| 180 | 18 | |
| 175 | 3 | < 0.1% |
| 160 | 9 | |
| 150 | 14 |
| Distinct | 24 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -876.7290252 |
| Minimum | -999 |
|---|---|
| Maximum | 180 |
| Zeros | 4731 |
| Zeros (%) | 9.7% |
| Negative | 42841 |
| Negative (%) | 87.9% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | -999 |
| median | -999 |
| Q3 | -999 |
| 95-th percentile | 0 |
| Maximum | 180 |
| Range | 1179 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 328.9971624 |
|---|---|
| Coefficient of variation (CV) | -0.3752552418 |
| Kurtosis | 3.389716706 |
| Mean | -876.7290252 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.320543186 |
| Sum | -42750184 |
| Variance | 108239.1329 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 4731 | 9.7% |
| 20 | 200 | 0.4% |
| 30 | 154 | 0.3% |
| 25 | 132 | 0.3% |
| 15 | 109 | 0.2% |
| 40 | 100 | 0.2% |
| 50 | 99 | 0.2% |
| 60 | 87 | 0.2% |
| 75 | 68 | 0.1% |
| Other values (14) | 240 | 0.5% |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 4731 | 9.7% |
| 10 | 27 | 0.1% |
| 15 | 109 | 0.2% |
| 20 | 200 | 0.4% |
| 25 | 132 | 0.3% |
| 30 | 154 | 0.3% |
| 35 | 43 | 0.1% |
| 40 | 100 | 0.2% |
| 45 | 41 | 0.1% |
| Value | Count | Frequency (%) |
| 180 | 9 | < 0.1% |
| 120 | 6 | < 0.1% |
| 110 | 3 | < 0.1% |
| 105 | 3 | < 0.1% |
| 100 | 10 | < 0.1% |
| 90 | 26 | 0.1% |
| 85 | 5 | < 0.1% |
| 80 | 23 | < 0.1% |
| 75 | 68 | |
| 70 | 32 |
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -876.8198765 |
| Minimum | -999 |
|---|---|
| Maximum | 250 |
| Zeros | 4767 |
| Zeros (%) | 9.8% |
| Negative | 42841 |
| Negative (%) | 87.9% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | -999 |
| median | -999 |
| Q3 | -999 |
| 95-th percentile | 0 |
| Maximum | 250 |
| Range | 1249 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 328.7452997 |
|---|---|
| Coefficient of variation (CV) | -0.3749291142 |
| Kurtosis | 3.388404973 |
| Mean | -876.8198765 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.320341502 |
| Sum | -42754614 |
| Variance | 108073.472 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 4767 | 9.8% |
| 20 | 210 | 0.4% |
| 30 | 165 | 0.3% |
| 15 | 127 | 0.3% |
| 25 | 93 | 0.2% |
| 60 | 93 | 0.2% |
| 40 | 89 | 0.2% |
| 50 | 67 | 0.1% |
| 75 | 57 | 0.1% |
| Other values (11) | 252 | 0.5% |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 4767 | 9.8% |
| 10 | 53 | 0.1% |
| 15 | 127 | 0.3% |
| 20 | 210 | 0.4% |
| 25 | 93 | 0.2% |
| 30 | 165 | 0.3% |
| 35 | 49 | 0.1% |
| 40 | 89 | 0.2% |
| 45 | 50 | 0.1% |
| Value | Count | Frequency (%) |
| 250 | 5 | < 0.1% |
| 100 | 14 | < 0.1% |
| 90 | 27 | 0.1% |
| 85 | 4 | < 0.1% |
| 80 | 11 | < 0.1% |
| 75 | 57 | |
| 70 | 30 | 0.1% |
| 65 | 1 | < 0.1% |
| 60 | 93 | |
| 55 | 8 | < 0.1% |
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -877.0902771 |
| Minimum | -999 |
|---|---|
| Maximum | 150 |
| Zeros | 4929 |
| Zeros (%) | 10.1% |
| Negative | 42841 |
| Negative (%) | 87.9% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | -999 |
| median | -999 |
| Q3 | -999 |
| 95-th percentile | 0 |
| Maximum | 150 |
| Range | 1149 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 327.9895478 |
|---|---|
| Coefficient of variation (CV) | -0.3739518684 |
| Kurtosis | 3.382538499 |
| Mean | -877.0902771 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.319499617 |
| Sum | -42767799 |
| Variance | 107577.1435 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 4929 | 10.1% |
| 30 | 188 | 0.4% |
| 20 | 179 | 0.4% |
| 15 | 153 | 0.3% |
| 10 | 92 | 0.2% |
| 25 | 74 | 0.2% |
| 40 | 74 | 0.2% |
| 45 | 59 | 0.1% |
| 60 | 50 | 0.1% |
| Other values (10) | 122 | 0.3% |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 4929 | 10.1% |
| 5 | 4 | < 0.1% |
| 10 | 92 | 0.2% |
| 15 | 153 | 0.3% |
| 20 | 179 | 0.4% |
| 25 | 74 | 0.2% |
| 30 | 188 | 0.4% |
| 35 | 25 | 0.1% |
| 40 | 74 | 0.2% |
| Value | Count | Frequency (%) |
| 150 | 7 | < 0.1% |
| 120 | 4 | < 0.1% |
| 100 | 2 | < 0.1% |
| 90 | 6 | < 0.1% |
| 75 | 17 | < 0.1% |
| 70 | 8 | < 0.1% |
| 60 | 50 | |
| 55 | 2 | < 0.1% |
| 50 | 47 | |
| 45 | 59 |
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -876.9525645 |
| Minimum | -999 |
|---|---|
| Maximum | 180 |
| Zeros | 4890 |
| Zeros (%) | 10.0% |
| Negative | 42841 |
| Negative (%) | 87.9% |
| Memory size | 381.1 KiB |
Quantile statistics
| Minimum | -999 |
|---|---|
| 5-th percentile | -999 |
| Q1 | -999 |
| median | -999 |
| Q3 | -999 |
| 95-th percentile | 0 |
| Maximum | 180 |
| Range | 1179 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 328.3761783 |
|---|---|
| Coefficient of variation (CV) | -0.3744514716 |
| Kurtosis | 3.385838502 |
| Mean | -876.9525645 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.319976412 |
| Sum | -42761084 |
| Variance | 107830.9145 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 4890 | 10.0% |
| 20 | 187 | 0.4% |
| 30 | 145 | 0.3% |
| 15 | 134 | 0.3% |
| 50 | 92 | 0.2% |
| 25 | 88 | 0.2% |
| 40 | 76 | 0.2% |
| 60 | 70 | 0.1% |
| 75 | 68 | 0.1% |
| Other values (11) | 170 | 0.3% |
| Value | Count | Frequency (%) |
| -999 | 42841 | |
| 0 | 4890 | 10.0% |
| 10 | 53 | 0.1% |
| 15 | 134 | 0.3% |
| 20 | 187 | 0.4% |
| 25 | 88 | 0.2% |
| 30 | 145 | 0.3% |
| 35 | 36 | 0.1% |
| 40 | 76 | 0.2% |
| 45 | 38 | 0.1% |
| Value | Count | Frequency (%) |
| 180 | 8 | < 0.1% |
| 120 | 5 | < 0.1% |
| 100 | 2 | < 0.1% |
| 90 | 11 | < 0.1% |
| 80 | 4 | < 0.1% |
| 75 | 68 | |
| 70 | 4 | < 0.1% |
| 65 | 1 | < 0.1% |
| 60 | 70 | |
| 55 | 8 | < 0.1% |
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 48.0 KiB |
| Category 1 | |
|---|---|
| Category 2 | |
| Category 3 | 1933 |
| Category 4 | 791 |
| Category 5 | 297 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 487610 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Category 2 |
|---|---|
| 2nd row | Category 2 |
| 3rd row | Category 2 |
| 4th row | Category 2 |
| 5th row | Category 2 |
Common Values
| Value | Count | Frequency (%) |
| Category 1 | 38672 | |
| Category 2 | 7068 | 14.5% |
| Category 3 | 1933 | 4.0% |
| Category 4 | 791 | 1.6% |
| Category 5 | 297 | 0.6% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| category | 48761 | |
| 1 | 38672 | |
| 2 | 7068 | 7.2% |
| 3 | 1933 | 2.0% |
| 4 | 791 | 0.8% |
| 5 | 297 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| C | 48761 | |
| a | 48761 | |
| t | 48761 | |
| e | 48761 | |
| g | 48761 | |
| o | 48761 | |
| r | 48761 | |
| y | 48761 | |
| 48761 | ||
| 1 | 38672 | |
| Other values (4) | 10089 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 341327 | |
| Uppercase Letter | 48761 | 10.0% |
| Space Separator | 48761 | 10.0% |
| Decimal Number | 48761 | 10.0% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 48761 | |
| t | 48761 | |
| e | 48761 | |
| g | 48761 | |
| o | 48761 | |
| r | 48761 | |
| y | 48761 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 38672 | |
| 2 | 7068 | 14.5% |
| 3 | 1933 | 4.0% |
| 4 | 791 | 1.6% |
| 5 | 297 | 0.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 48761 |
Space Separator
| Value | Count | Frequency (%) |
| 48761 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 390088 | |
| Common | 97522 | 20.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| C | 48761 | |
| a | 48761 | |
| t | 48761 | |
| e | 48761 | |
| g | 48761 | |
| o | 48761 | |
| r | 48761 | |
| y | 48761 |
Common
| Value | Count | Frequency (%) |
| 48761 | ||
| 1 | 38672 | |
| 2 | 7068 | 7.2% |
| 3 | 1933 | 2.0% |
| 4 | 791 | 0.8% |
| 5 | 297 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 487610 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| C | 48761 | |
| a | 48761 | |
| t | 48761 | |
| e | 48761 | |
| g | 48761 | |
| o | 48761 | |
| r | 48761 | |
| y | 48761 | |
| 48761 | ||
| 1 | 38672 | |
| Other values (4) | 10089 | 2.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| df_index | ID | Name | Date | Time | Event | Status | Latitude | Longitude | Maximum Wind | Minimum Pressure | Low Wind NE | Low Wind SE | Low Wind SW | Low Wind NW | Moderate Wind NE | Moderate Wind SE | Moderate Wind SW | Moderate Wind NW | High Wind NE | High Wind SE | High Wind SW | High Wind NW | Category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | AL011851 | UNNAMED | 18510625 | 0 | HU | 28.0N | 94.8W | 80 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | Category 2 | |
| 1 | 1 | AL011851 | UNNAMED | 18510625 | 600 | HU | 28.0N | 95.4W | 80 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | Category 2 | |
| 2 | 2 | AL011851 | UNNAMED | 18510625 | 1200 | HU | 28.0N | 96.0W | 80 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | Category 2 | |
| 3 | 3 | AL011851 | UNNAMED | 18510625 | 1800 | HU | 28.1N | 96.5W | 80 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | Category 2 | |
| 4 | 4 | AL011851 | UNNAMED | 18510625 | 2100 | L | HU | 28.2N | 96.8W | 80 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | Category 2 |
| 5 | 5 | AL011851 | UNNAMED | 18510626 | 0 | HU | 28.2N | 97.0W | 70 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | Category 1 | |
| 6 | 6 | AL011851 | UNNAMED | 18510626 | 600 | TS | 28.3N | 97.6W | 60 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | Category 1 | |
| 7 | 7 | AL011851 | UNNAMED | 18510626 | 1200 | TS | 28.4N | 98.3W | 60 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | Category 1 | |
| 8 | 8 | AL011851 | UNNAMED | 18510626 | 1800 | TS | 28.6N | 98.9W | 50 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | Category 1 | |
| 9 | 9 | AL011851 | UNNAMED | 18510627 | 0 | TS | 29.0N | 99.4W | 50 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | -999 | Category 1 |
Last rows
| df_index | ID | Name | Date | Time | Event | Status | Latitude | Longitude | Maximum Wind | Minimum Pressure | Low Wind NE | Low Wind SE | Low Wind SW | Low Wind NW | Moderate Wind NE | Moderate Wind SE | Moderate Wind SW | Moderate Wind NW | High Wind NE | High Wind SE | High Wind SW | High Wind NW | Category | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 48751 | 49095 | AL122015 | KATE | 20151111 | 600 | HU | 35.2N | 67.6W | 70 | 985 | 80 | 100 | 100 | 20 | 30 | 60 | 0 | 0 | 0 | 20 | 0 | 0 | Category 1 | |
| 48752 | 49096 | AL122015 | KATE | 20151111 | 1200 | HU | 36.2N | 62.5W | 75 | 980 | 120 | 180 | 180 | 50 | 60 | 90 | 60 | 0 | 0 | 30 | 0 | 0 | Category 2 | |
| 48753 | 49097 | AL122015 | KATE | 20151111 | 1800 | HU | 37.6N | 58.2W | 65 | 980 | 150 | 200 | 180 | 60 | 60 | 90 | 60 | 0 | 0 | 40 | 0 | 0 | Category 1 | |
| 48754 | 49098 | AL122015 | KATE | 20151112 | 0 | EX | 38.9N | 55.0W | 65 | 980 | 180 | 210 | 180 | 90 | 90 | 110 | 60 | 0 | 0 | 40 | 0 | 0 | Category 1 | |
| 48755 | 49099 | AL122015 | KATE | 20151112 | 600 | EX | 40.0N | 52.0W | 65 | 980 | 220 | 220 | 180 | 120 | 120 | 120 | 60 | 0 | 0 | 40 | 0 | 0 | Category 1 | |
| 48756 | 49100 | AL122015 | KATE | 20151112 | 1200 | EX | 41.3N | 50.4W | 55 | 981 | 220 | 220 | 180 | 120 | 120 | 120 | 60 | 0 | 0 | 0 | 0 | 0 | Category 1 | |
| 48757 | 49101 | AL122015 | KATE | 20151112 | 1800 | EX | 41.9N | 49.9W | 55 | 983 | 220 | 220 | 180 | 120 | 120 | 120 | 60 | 0 | 0 | 0 | 0 | 0 | Category 1 | |
| 48758 | 49102 | AL122015 | KATE | 20151113 | 0 | EX | 41.5N | 49.2W | 50 | 985 | 540 | 520 | 200 | 220 | 120 | 120 | 60 | 0 | 0 | 0 | 0 | 0 | Category 1 | |
| 48759 | 49103 | AL122015 | KATE | 20151113 | 600 | EX | 40.8N | 47.5W | 45 | 985 | 620 | 460 | 180 | 220 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Category 1 | |
| 48760 | 49104 | AL122015 | KATE | 20151113 | 1200 | EX | 40.7N | 45.4W | 45 | 987 | 710 | 400 | 150 | 220 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | Category 1 |